{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# Project1: Nanjing Housing Price Prediction\n",
    "Implement linear regression (Analytic, GD) for Nanjing housing price prediction\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# Initialization\n",
    "from project1func import *\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (12.0, 9.0)  # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Part 1: Loading and Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X = np.array([2000, 2001, 2002, 2003, 2004, 2005,\n",
    "              2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013])\n",
    "y = np.array([2.000, 2.500, 2.900, 3.147, 4.515, 4.903,\n",
    "      5.365, 5.704, 6.853, 7.971, 8.561, 10.000, 11.280, 12.900])\n",
    "\n",
    "# feature normalize\n",
    "X_norm,X_mu,X_sigma=featureNormalize(X)\n",
    "y_norm,y_mu,y_sigma=featureNormalize(y)\n",
    "m=len(y)\n",
    "# plotting\n",
    "plt.figure()\n",
    "plotData(X_norm, y_norm)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Part 2:Cost and Gradient descent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Running Gradient Descent ...\n",
      "\n",
      "Theta found by gradient descent:\n",
      "\n",
      "-1.899562116393229e-15\n",
      "0.9805789067390293\n",
      "\n",
      "Predict the Nanjing housing price in 2014.\n",
      "\n",
      "For X=2014,we predict that price is 12.321033\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_norm = np.hstack((np.ones((m,1)), X_norm[:,None]))\n",
    "# random initialization theta\n",
    "theta = np.random.uniform(-0.1, 0.1, (2,))\n",
    "iterations = 3000\n",
    "alpha = 0.01\n",
    "lamb=1\n",
    "print('\\nRunning Gradient Descent ...\\n')\n",
    "# run gradient descent\n",
    "theta,J_history = gradientDescent(X_norm, y_norm, theta, alpha, iterations,lamb)\n",
    "# print theta to screen\n",
    "print('Theta found by gradient descent:\\n')\n",
    "print(theta[0])\n",
    "print(theta[1])\n",
    "# Plot the linear fit\n",
    "plt.figure()\n",
    "plotData(X_norm[:,1],y_norm)\n",
    "plt.plot(X_norm[:,1], np.dot(X_norm,theta), '-')\n",
    "plt.legend(['Training data','Linear regression'])\n",
    "plt.show()\n",
    "\n",
    "# predict X=2014\n",
    "Xt=2014\n",
    "Xt_norm=Xt-X_mu\n",
    "Xt_norm=Xt_norm/X_sigma\n",
    "Xt_norm=np.array([[1,Xt_norm]])\n",
    "yt_norm=Xt_norm.dot(theta)\n",
    "yt=reFeature(yt_norm,y_mu,y_sigma)\n",
    "\n",
    "print('\\nPredict the Nanjing housing price in 2014.\\n')\n",
    "print('For X=2014,we predict that price is %f'%(yt,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Part 3: Normal equations\n",
    "Using normal equations to solve theta\n",
    "　"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Theta found by close-form solution:\n",
      "\n",
      "-3.0531133177191805e-16\n",
      "0.9805789067391029\n",
      "\n",
      "Predict the Nanjing housing price in 2014.\n",
      "\n",
      "For X=2014,we predict that price is 12.321033\n"
     ]
    }
   ],
   "source": [
    "theta_e=normalEqn(X_norm,y_norm)\n",
    "# Plot the linear fit\n",
    "plt.figure()\n",
    "plotData(X_norm[:,1],y_norm)\n",
    "plt.plot(X_norm[:,1], np.dot(X_norm,theta_e), '-')\n",
    "plt.legend(['Training data','Linear regression'])\n",
    "plt.show()\n",
    "# print theta to screen\n",
    "print('Theta found by close-form solution:\\n')\n",
    "print(theta_e[0])\n",
    "print(theta_e[1])\n",
    "print('\\nPredict the Nanjing housing price in 2014.\\n')\n",
    "# predict X=2014\n",
    "Xt=2014\n",
    "Xt_norm=Xt-X_mu\n",
    "Xt_norm=Xt_norm/X_sigma\n",
    "Xt_norm=np.array([[1,Xt_norm]])\n",
    "yt_norm=Xt_norm.dot(theta_e)\n",
    "yt=reFeature(yt_norm,y_mu,y_sigma)\n",
    "print('For X=2014,we predict that price is %f'%(yt,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Part 4: Visualizing J(theta_0, theta_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Visualizing J(theta_0, theta_1) ...\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Visualizing J(theta_0, theta_1) ...\\n')\n",
    "\n",
    "# Grid over which we will calculate J\n",
    "theta0_vals = np.arange(-10,10,20/100)\n",
    "theta1_vals = np.arange(-1, 4, 5/100)\n",
    "# initialize J_vals to a matrix of 0's\n",
    "J_vals = np.zeros((len(theta0_vals), len(theta1_vals)))\n",
    "\n",
    "# Fill out J_vals\n",
    "for i in range(len(theta0_vals)):\n",
    "    for j in range(len(theta1_vals)):\n",
    "\t    t = np.array([theta0_vals[i], theta1_vals[j]])\n",
    "\t    J_vals[i,j],_ = costFunction(X_norm, y_norm,t,lamb=1)\n",
    "# Surface plot\n",
    "fig=plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "theta0_vals, theta1_vals=np.meshgrid(theta0_vals, theta1_vals)\n",
    "ax.plot_surface(theta0_vals, theta1_vals, J_vals,rstride = 1, cstride = 1,cmap='rainbow')\n",
    "plt.xlabel('theta_0')\n",
    "plt.ylabel('theta_1')\n",
    "# Contour plot\n",
    "plt.figure()\n",
    "plt.contour(theta0_vals, theta1_vals, J_vals,np.logspace(-2, 5, 20))\n",
    "plt.xlabel('theta_0')\n",
    "plt.ylabel('theta_1')\n",
    "plt.plot(theta[0], theta[1], 'rx',markersize=10,linewidth=20)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PyCharm (Python)",
   "language": "python",
   "name": "pycharm-188bb806"
  },
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "nbTranslate": {
   "displayLangs": [
    "*"
   ],
   "hotkey": "alt-t",
   "langInMainMenu": true,
   "sourceLang": "en",
   "targetLang": "fr",
   "useGoogleTranslate": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
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 },
 "nbformat": 4,
 "nbformat_minor": 1
}
